Progress in Artificial Intelligence最新文献

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Multinomial Classification Certainty: a new uncertainty metric for multinomial outcome prediction. 多项分类确定性:一种用于多项结果预测的新的不确定性度量。
IF 3.1
Progress in Artificial Intelligence Pub Date : 2026-01-01 Epub Date: 2025-09-29 DOI: 10.1007/s13748-025-00404-w
Florian van Daalen, Ralph Brecheisen, Leonard Wee, Andre Dekker, Inigo Bermejo
{"title":"Multinomial Classification Certainty: a new uncertainty metric for multinomial outcome prediction.","authors":"Florian van Daalen, Ralph Brecheisen, Leonard Wee, Andre Dekker, Inigo Bermejo","doi":"10.1007/s13748-025-00404-w","DOIUrl":"10.1007/s13748-025-00404-w","url":null,"abstract":"<p><p>Certainty of classifications is crucial when it comes to the practical application of machine learning models. Model performance measures such as accuracy are focused on the average performance of a model. However, when a model is used in a practical setting, such as a medical clinic, it is more important to know how certain the model is of a given prediction or classification than its average performance. Unfortunately, often models only provide a final classification label, usually of the class with the highest probability. This output, however, is not sufficiently informative of the certainty of this particular classification, especially in the presence of multiple classes: the highest probability might be only barely higher than the second highest. Even when a probability distribution is provided, there is no established metric to determine if a particular classification is more certain than a different one. In this article we propose a novel metric we have termed Multinomial Classification Certainty, to represent the certainty of model predictions. We discuss why existing methods cannot represent this type of certainty and we show the mathematical meaning behind important thresholds for this new measure.</p>","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"15 2","pages":"259-271"},"PeriodicalIF":3.1,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13308692/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"148346903","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ant lion optimization in deep neural network for forecasting the rice crop yield based on soil nutrients 基于土壤养分预测水稻作物产量的深度神经网络蚂蚁狮子优化
Progress in Artificial Intelligence Pub Date : 2024-12-11 DOI: 10.1007/s13748-024-00351-y
Rajesh Kumar Dhanaraj, M. Chandraprabha
{"title":"Ant lion optimization in deep neural network for forecasting the rice crop yield based on soil nutrients","authors":"Rajesh Kumar Dhanaraj, M. Chandraprabha","doi":"10.1007/s13748-024-00351-y","DOIUrl":"https://doi.org/10.1007/s13748-024-00351-y","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"14 1","pages":"101-116"},"PeriodicalIF":0.0,"publicationDate":"2024-12-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147918056","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 5
Multi-class nonparallel support vector machine 多类非并行支持向量机
Progress in Artificial Intelligence Pub Date : 2023-10-24 DOI: 10.1007/s13748-023-00308-7
Ali Sahleh, Maziar Salahi, Sadegh Eskandari
{"title":"Multi-class nonparallel support vector machine","authors":"Ali Sahleh, Maziar Salahi, Sadegh Eskandari","doi":"10.1007/s13748-023-00308-7","DOIUrl":"https://doi.org/10.1007/s13748-023-00308-7","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"7 4","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-10-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135316171","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An improved pathfinder algorithm (ASDR-PFA) based on adaptation of search dimensional ratio for solving global optimization problems and optimal feature selection 一种基于搜索维比自适应的寻路器算法(ASDR-PFA)用于求解全局优化问题和最优特征选择
Progress in Artificial Intelligence Pub Date : 2023-09-20 DOI: 10.1007/s13748-023-00306-9
Ajit Kumar Mahapatra, Nibedan Panda, Binod Kumar Pattanayak
{"title":"An improved pathfinder algorithm (ASDR-PFA) based on adaptation of search dimensional ratio for solving global optimization problems and optimal feature selection","authors":"Ajit Kumar Mahapatra, Nibedan Panda, Binod Kumar Pattanayak","doi":"10.1007/s13748-023-00306-9","DOIUrl":"https://doi.org/10.1007/s13748-023-00306-9","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"136309053","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A survey on emotion–cause extraction in psychological text using deep learning methods 基于深度学习方法的心理文本情感原因提取研究
Progress in Artificial Intelligence Pub Date : 2023-09-12 DOI: 10.1007/s13748-023-00305-w
Anshul Kumar, Ankit Kumar Jain
{"title":"A survey on emotion–cause extraction in psychological text using deep learning methods","authors":"Anshul Kumar, Ankit Kumar Jain","doi":"10.1007/s13748-023-00305-w","DOIUrl":"https://doi.org/10.1007/s13748-023-00305-w","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"30 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-09-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"135826404","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An automated classification framework for glaucoma detection in fundus images using ensemble of dynamic selection methods 基于动态选择方法集合的眼底图像青光眼检测自动分类框架
IF 4.2
Progress in Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1007/s13748-023-00304-x
Sumaiya Pathan, Preetham Kumar, R. Pai, S. Bhandary
{"title":"An automated classification framework for glaucoma detection in fundus images using ensemble of dynamic selection methods","authors":"Sumaiya Pathan, Preetham Kumar, R. Pai, S. Bhandary","doi":"10.1007/s13748-023-00304-x","DOIUrl":"https://doi.org/10.1007/s13748-023-00304-x","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"12 1","pages":"287 - 301"},"PeriodicalIF":4.2,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42700287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Two decades of agent-based modeling in marketing: a bibliometric analysis 市场营销中基于代理的建模二十年:文献计量学分析
IF 4.2
Progress in Artificial Intelligence Pub Date : 2023-07-28 DOI: 10.1007/s13748-023-00303-y
Elena Romero, M. Chica, S. Damas, W. Rand
{"title":"Two decades of agent-based modeling in marketing: a bibliometric analysis","authors":"Elena Romero, M. Chica, S. Damas, W. Rand","doi":"10.1007/s13748-023-00303-y","DOIUrl":"https://doi.org/10.1007/s13748-023-00303-y","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"12 1","pages":"213 - 229"},"PeriodicalIF":4.2,"publicationDate":"2023-07-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41621572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
Learning to summarize multi-documents with local and global information 学习使用本地和全局信息汇总多个文档
IF 4.2
Progress in Artificial Intelligence Pub Date : 2023-05-19 DOI: 10.1007/s13748-023-00302-z
Van-Hau Nguyen, S. T. Mai, Minh-Tien Nguyen
{"title":"Learning to summarize multi-documents with local and global information","authors":"Van-Hau Nguyen, S. T. Mai, Minh-Tien Nguyen","doi":"10.1007/s13748-023-00302-z","DOIUrl":"https://doi.org/10.1007/s13748-023-00302-z","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"12 1","pages":"275 - 286"},"PeriodicalIF":4.2,"publicationDate":"2023-05-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46509012","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
An enhanced Harris hawk optimizer based on extreme learning machine for feature selection 一种基于极限学习机特征选择的增强型哈里斯鹰优化器
IF 4.2
Progress in Artificial Intelligence Pub Date : 2023-02-27 DOI: 10.1007/s13748-023-00298-6
Abdullah Alzaqebah, Omar Sultan Al-Kadi, Ibrahim Aljarah
{"title":"An enhanced Harris hawk optimizer based on extreme learning machine for feature selection","authors":"Abdullah Alzaqebah, Omar Sultan Al-Kadi, Ibrahim Aljarah","doi":"10.1007/s13748-023-00298-6","DOIUrl":"https://doi.org/10.1007/s13748-023-00298-6","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"12 1","pages":"77 - 97"},"PeriodicalIF":4.2,"publicationDate":"2023-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45009120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
SwinE-UNet3+: swin transformer encoder network for medical image segmentation SwinE-UNet3+:用于医学图像分割的swin变换器编码器网络
IF 4.2
Progress in Artificial Intelligence Pub Date : 2023-02-27 DOI: 10.1007/s13748-023-00300-1
Ping Zou, Jian-Sheng Wu
{"title":"SwinE-UNet3+: swin transformer encoder network for medical image segmentation","authors":"Ping Zou, Jian-Sheng Wu","doi":"10.1007/s13748-023-00300-1","DOIUrl":"https://doi.org/10.1007/s13748-023-00300-1","url":null,"abstract":"","PeriodicalId":46027,"journal":{"name":"Progress in Artificial Intelligence","volume":"12 1","pages":"99 - 105"},"PeriodicalIF":4.2,"publicationDate":"2023-02-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44286628","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
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